Rockfish Historical Harvest Estimates

This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.

Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

• Model: LB_fit_3pH

• Model Run: Gen4int_indcomp_swhsR_FULL_pHB4pars_re0d_thru2024_3e+05_2025-10-28 (Naming convention: modelname_thruYEAR_iters_rundate)

• Proportion of parmaters converged (Rhat <= 1.1): 0.9951

• See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 20.- Residuals from logbook harvests.

SWHS residuals

Figure 21.- Residuals from SWHS harvests.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 23.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2872928

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.13 while 0.87 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_pelagic	13	1	1	0.374	0.365	0.131	0.677	1.061	0.143	0.063	NSEI
p_pelagic	13	1	2	0.168	0.150	0.043	0.395	1.061	0.092	0.197	NSEI
p_yellow	13	1	1	0.426	0.371	0.126	0.986	1.052	0.226	0.243	NSEI
p_yellow	13	1	2	0.431	0.382	0.128	0.985	1.044	0.227	0.216	NSEI
p_pelagic	13	10	1	0.381	0.374	0.137	0.660	1.039	0.141	0.050	NSEI
p_pelagic	13	10	2	0.171	0.154	0.047	0.375	1.060	0.088	0.193	NSEI
p_yellow	13	10	1	0.425	0.371	0.128	0.981	1.050	0.227	0.238	NSEI
p_yellow	13	10	2	0.429	0.375	0.126	0.985	1.046	0.226	0.239	NSEI
p_pelagic	13	11	1	0.383	0.375	0.135	0.675	1.049	0.144	0.056	NSEI
p_pelagic	13	11	2	0.174	0.156	0.052	0.393	1.047	0.090	0.200	NSEI
p_yellow	13	11	1	0.424	0.370	0.126	0.983	1.050	0.228	0.237	NSEI
p_yellow	13	11	2	0.428	0.373	0.137	0.986	1.058	0.224	0.245	NSEI
p_pelagic	13	12	1	0.383	0.378	0.142	0.666	1.050	0.142	0.035	NSEI
p_pelagic	13	12	2	0.173	0.158	0.050	0.389	1.040	0.090	0.167	NSEI
p_yellow	13	12	1	0.428	0.372	0.131	0.985	1.047	0.225	0.249	NSEI
p_yellow	13	12	2	0.423	0.367	0.125	0.987	1.050	0.227	0.247	NSEI
p_pelagic	13	13	1	0.386	0.379	0.150	0.667	1.044	0.135	0.052	NSEI
p_pelagic	13	13	2	0.177	0.164	0.052	0.389	1.044	0.087	0.149	NSEI
p_yellow	13	13	1	0.427	0.372	0.124	0.985	1.051	0.225	0.244	NSEI
p_yellow	13	13	2	0.431	0.378	0.125	0.986	1.042	0.227	0.234	NSEI
p_pelagic	13	14	1	0.365	0.355	0.138	0.648	1.038	0.134	0.075	NSEI
p_pelagic	13	14	2	0.171	0.157	0.052	0.372	1.040	0.083	0.169	NSEI
p_yellow	13	14	1	0.423	0.370	0.125	0.988	1.049	0.226	0.235	NSEI
p_yellow	13	14	2	0.429	0.379	0.124	0.985	1.049	0.226	0.221	NSEI
p_pelagic	13	15	1	0.342	0.327	0.126	0.625	1.036	0.130	0.115	NSEI
p_pelagic	13	15	2	0.162	0.146	0.049	0.365	1.054	0.082	0.195	NSEI
p_yellow	13	15	1	0.421	0.363	0.120	0.984	1.041	0.227	0.256	NSEI
p_yellow	13	15	2	0.426	0.371	0.124	0.987	1.043	0.228	0.241	NSEI
p_pelagic	13	16	1	0.370	0.360	0.156	0.639	1.043	0.127	0.079	NSEI
p_pelagic	13	16	2	0.176	0.160	0.056	0.374	1.036	0.084	0.190	NSEI
p_yellow	13	16	1	0.424	0.366	0.129	0.986	1.051	0.226	0.257	NSEI
p_yellow	13	16	2	0.427	0.369	0.123	0.985	1.055	0.228	0.255	NSEI
p_pelagic	13	17	1	0.382	0.374	0.164	0.657	1.026	0.129	0.062	NSEI
p_pelagic	13	17	2	0.181	0.165	0.057	0.390	1.026	0.087	0.184	NSEI
p_yellow	13	17	1	0.424	0.368	0.123	0.985	1.046	0.226	0.248	NSEI
p_yellow	13	17	2	0.429	0.377	0.128	0.986	1.049	0.225	0.232	NSEI
p_pelagic	13	18	1	0.389	0.381	0.165	0.645	1.026	0.128	0.062	NSEI
p_pelagic	13	18	2	0.179	0.164	0.058	0.391	1.034	0.084	0.178	NSEI
p_yellow	13	18	1	0.426	0.375	0.123	0.985	1.046	0.225	0.227	NSEI
p_yellow	13	18	2	0.431	0.375	0.125	0.984	1.054	0.226	0.248	NSEI
p_pelagic	13	19	1	0.386	0.378	0.160	0.649	1.028	0.127	0.063	NSEI
p_pelagic	13	19	2	0.184	0.172	0.061	0.377	1.029	0.082	0.146	NSEI
p_yellow	13	19	1	0.423	0.374	0.126	0.983	1.048	0.224	0.219	NSEI
p_yellow	13	19	2	0.427	0.374	0.124	0.984	1.044	0.225	0.236	NSEI
p_pelagic	13	2	1	0.374	0.367	0.131	0.671	1.059	0.144	0.049	NSEI
p_pelagic	13	2	2	0.169	0.151	0.043	0.390	1.051	0.093	0.193	NSEI
p_yellow	13	2	1	0.428	0.375	0.126	0.985	1.040	0.224	0.236	NSEI
p_yellow	13	2	2	0.430	0.379	0.127	0.986	1.049	0.227	0.225	NSEI
p_pelagic	13	20	1	0.398	0.393	0.181	0.661	1.028	0.127	0.039	NSEI
p_pelagic	13	20	2	0.187	0.175	0.062	0.387	1.021	0.083	0.145	NSEI
p_yellow	13	20	1	0.421	0.367	0.125	0.985	1.048	0.226	0.239	NSEI
p_yellow	13	20	2	0.428	0.375	0.125	0.984	1.050	0.225	0.236	NSEI
p_pelagic	13	21	1	0.410	0.405	0.189	0.669	1.028	0.125	0.040	NSEI
p_pelagic	13	21	2	0.194	0.180	0.066	0.385	1.019	0.085	0.166	NSEI
p_yellow	13	21	1	0.420	0.370	0.122	0.985	1.053	0.225	0.222	NSEI
p_yellow	13	21	2	0.432	0.379	0.130	0.988	1.047	0.227	0.234	NSEI
p_pelagic	13	22	2	0.192	0.181	0.072	0.376	1.011	0.080	0.137	NSEI
p_yellow	13	22	1	0.422	0.368	0.117	0.983	1.049	0.226	0.239	NSEI
p_yellow	13	22	2	0.426	0.373	0.125	0.985	1.042	0.224	0.236	NSEI
p_yellow	13	23	1	0.386	0.329	0.096	0.981	1.047	0.230	0.248	NSEI
p_yellow	13	23	2	0.475	0.433	0.153	0.989	1.039	0.219	0.192	NSEI
p_yellow	13	24	1	0.390	0.329	0.102	0.983	1.053	0.226	0.270	NSEI
p_yellow	13	24	2	0.476	0.438	0.153	0.989	1.045	0.219	0.174	NSEI
p_yellow	13	25	1	0.391	0.337	0.102	0.979	1.058	0.223	0.242	NSEI
p_yellow	13	25	2	0.471	0.429	0.154	0.988	1.040	0.220	0.191	NSEI
p_yellow	13	26	1	0.383	0.329	0.105	0.980	1.048	0.221	0.244	NSEI
p_yellow	13	26	2	0.471	0.430	0.147	0.989	1.037	0.218	0.188	NSEI
p_yellow	13	27	1	0.369	0.312	0.101	0.980	1.051	0.219	0.261	NSEI
p_yellow	13	27	2	0.466	0.427	0.146	0.988	1.043	0.215	0.181	NSEI
p_yellow	13	28	1	0.380	0.332	0.098	0.977	1.054	0.216	0.222	NSEI
p_yellow	13	28	2	0.469	0.432	0.156	0.985	1.037	0.211	0.175	NSEI
p_yellow	13	29	1	0.358	0.313	0.100	0.947	1.037	0.200	0.225	NSEI
p_yellow	13	29	2	0.455	0.422	0.156	0.969	1.047	0.199	0.166	NSEI
p_pelagic	13	3	1	0.373	0.364	0.130	0.660	1.057	0.143	0.063	NSEI
p_pelagic	13	3	2	0.168	0.151	0.043	0.393	1.054	0.091	0.188	NSEI
p_yellow	13	3	1	0.422	0.368	0.123	0.983	1.044	0.225	0.240	NSEI
p_yellow	13	3	2	0.426	0.370	0.127	0.987	1.047	0.229	0.245	NSEI
p_pelagic	13	4	1	0.375	0.368	0.138	0.669	1.046	0.143	0.049	NSEI
p_pelagic	13	4	2	0.169	0.152	0.043	0.387	1.064	0.092	0.185	NSEI
p_yellow	13	4	1	0.425	0.369	0.121	0.984	1.041	0.227	0.247	NSEI
p_yellow	13	4	2	0.432	0.377	0.126	0.986	1.050	0.228	0.241	NSEI
p_pelagic	13	5	1	0.377	0.366	0.136	0.672	1.057	0.143	0.077	NSEI
p_pelagic	13	5	2	0.170	0.153	0.045	0.384	1.051	0.089	0.192	NSEI
p_yellow	13	5	1	0.423	0.366	0.121	0.984	1.053	0.227	0.251	NSEI
p_yellow	13	5	2	0.430	0.378	0.118	0.983	1.049	0.227	0.229	NSEI
p_pelagic	13	6	1	0.377	0.372	0.137	0.667	1.060	0.142	0.035	NSEI
p_pelagic	13	6	2	0.169	0.154	0.044	0.381	1.047	0.088	0.171	NSEI
p_yellow	13	6	1	0.423	0.372	0.128	0.985	1.047	0.226	0.225	NSEI
p_yellow	13	6	2	0.428	0.373	0.124	0.985	1.046	0.228	0.242	NSEI
p_pelagic	13	7	1	0.379	0.371	0.136	0.670	1.042	0.141	0.057	NSEI
p_pelagic	13	7	2	0.171	0.157	0.045	0.373	1.065	0.089	0.156	NSEI
p_yellow	13	7	1	0.426	0.377	0.121	0.985	1.045	0.226	0.217	NSEI
p_yellow	13	7	2	0.431	0.382	0.127	0.985	1.045	0.225	0.218	NSEI
p_pelagic	13	8	1	0.379	0.374	0.141	0.662	1.046	0.141	0.036	NSEI
p_pelagic	13	8	2	0.172	0.157	0.046	0.380	1.055	0.090	0.167	NSEI
p_yellow	13	8	1	0.423	0.370	0.125	0.982	1.044	0.224	0.236	NSEI
p_yellow	13	8	2	0.432	0.382	0.122	0.986	1.048	0.226	0.222	NSEI
p_pelagic	13	9	1	0.379	0.371	0.137	0.658	1.051	0.139	0.057	NSEI
p_pelagic	13	9	2	0.172	0.155	0.047	0.381	1.052	0.089	0.191	NSEI
p_yellow	13	9	1	0.426	0.375	0.127	0.986	1.048	0.224	0.228	NSEI
p_yellow	13	9	2	0.428	0.374	0.120	0.985	1.044	0.227	0.238	NSEI
p_yellow	14	1	1	0.571	0.555	0.249	0.984	1.013	0.182	0.088	NSEO
p_yellow	14	1	2	0.609	0.604	0.281	0.990	1.020	0.176	0.028	NSEO
p_yellow	14	10	1	0.573	0.562	0.251	0.983	1.018	0.183	0.060	NSEO
p_yellow	14	10	2	0.609	0.605	0.285	0.988	1.013	0.175	0.023	NSEO
p_yellow	14	11	1	0.569	0.556	0.246	0.985	1.014	0.183	0.071	NSEO
p_yellow	14	11	2	0.608	0.601	0.289	0.989	1.015	0.178	0.039	NSEO
p_yellow	14	12	1	0.569	0.553	0.255	0.986	1.012	0.183	0.087	NSEO
p_yellow	14	12	2	0.607	0.601	0.279	0.985	1.016	0.178	0.034	NSEO
p_yellow	14	13	1	0.567	0.552	0.253	0.986	1.014	0.182	0.082	NSEO
p_yellow	14	13	2	0.613	0.604	0.285	0.988	1.011	0.177	0.051	NSEO
p_yellow	14	14	1	0.572	0.558	0.250	0.982	1.013	0.184	0.076	NSEO
p_yellow	14	14	2	0.611	0.607	0.291	0.988	1.011	0.177	0.023	NSEO
p_yellow	14	15	1	0.570	0.562	0.242	0.984	1.014	0.183	0.044	NSEO
p_yellow	14	15	2	0.607	0.600	0.278	0.989	1.012	0.179	0.039	NSEO
p_yellow	14	16	1	0.571	0.559	0.255	0.986	1.017	0.182	0.066	NSEO
p_yellow	14	16	2	0.615	0.607	0.289	0.987	1.016	0.176	0.045	NSEO
p_yellow	14	17	1	0.564	0.549	0.257	0.984	1.014	0.181	0.083	NSEO
p_yellow	14	17	2	0.606	0.600	0.279	0.987	1.011	0.178	0.034	NSEO
p_yellow	14	18	1	0.565	0.554	0.250	0.984	1.021	0.184	0.060	NSEO
p_yellow	14	19	1	0.575	0.565	0.250	0.982	1.012	0.184	0.054	NSEO
p_yellow	14	19	2	0.613	0.609	0.294	0.988	1.010	0.174	0.023	NSEO
p_yellow	14	2	1	0.572	0.553	0.268	0.987	1.013	0.180	0.106	NSEO
p_yellow	14	2	2	0.608	0.603	0.288	0.988	1.015	0.179	0.028	NSEO
p_yellow	14	20	1	0.569	0.553	0.256	0.986	1.013	0.183	0.087	NSEO
p_yellow	14	20	2	0.612	0.605	0.286	0.986	1.011	0.177	0.040	NSEO
p_yellow	14	21	1	0.569	0.560	0.245	0.984	1.015	0.185	0.049	NSEO
p_yellow	14	21	2	0.612	0.606	0.291	0.988	1.017	0.174	0.034	NSEO
p_yellow	14	22	1	0.572	0.558	0.250	0.983	1.011	0.184	0.076	NSEO
p_yellow	14	22	2	0.612	0.602	0.289	0.987	1.015	0.176	0.057	NSEO
p_yellow	14	23	1	0.604	0.596	0.293	0.982	1.010	0.169	0.047	NSEO
p_yellow	14	23	2	0.613	0.609	0.291	0.987	1.011	0.178	0.023	NSEO
p_yellow	14	24	1	0.598	0.588	0.290	0.983	1.010	0.173	0.058	NSEO
p_yellow	14	24	2	0.609	0.606	0.280	0.987	1.018	0.178	0.017	NSEO
p_yellow	14	25	1	0.592	0.582	0.281	0.983	1.014	0.175	0.057	NSEO
p_yellow	14	25	2	0.609	0.601	0.274	0.988	1.019	0.177	0.045	NSEO
p_yellow	14	26	1	0.580	0.568	0.252	0.985	1.010	0.181	0.066	NSEO
p_yellow	14	26	2	0.607	0.601	0.277	0.989	1.017	0.178	0.034	NSEO
p_yellow	14	27	1	0.591	0.585	0.268	0.986	1.011	0.178	0.034	NSEO
p_yellow	14	27	2	0.612	0.606	0.286	0.985	1.015	0.177	0.034	NSEO
p_yellow	14	28	2	0.605	0.596	0.273	0.987	1.011	0.177	0.051	NSEO
p_yellow	14	3	2	0.614	0.609	0.285	0.988	1.016	0.176	0.028	NSEO
p_yellow	14	4	1	0.567	0.553	0.240	0.984	1.014	0.184	0.076	NSEO
p_yellow	14	4	2	0.610	0.605	0.287	0.988	1.019	0.175	0.028	NSEO
p_yellow	14	5	1	0.568	0.556	0.255	0.985	1.013	0.181	0.066	NSEO
p_yellow	14	5	2	0.609	0.607	0.287	0.988	1.020	0.178	0.011	NSEO
p_yellow	14	6	1	0.568	0.554	0.253	0.983	1.013	0.184	0.076	NSEO
p_yellow	14	6	2	0.609	0.605	0.279	0.988	1.020	0.177	0.023	NSEO
p_yellow	14	7	1	0.566	0.554	0.247	0.984	1.012	0.184	0.065	NSEO
p_yellow	14	7	2	0.609	0.605	0.273	0.988	1.012	0.179	0.022	NSEO
p_yellow	14	8	1	0.571	0.553	0.256	0.984	1.013	0.184	0.098	NSEO
p_yellow	14	8	2	0.614	0.607	0.292	0.989	1.017	0.175	0.040	NSEO
p_yellow	14	9	1	0.569	0.556	0.249	0.984	1.013	0.185	0.070	NSEO
p_yellow	14	9	2	0.609	0.603	0.270	0.984	1.016	0.179	0.034	NSEO
p_pelagic	16	1	1	0.379	0.373	0.135	0.659	1.023	0.140	0.043	SSEO
p_pelagic	16	1	2	0.356	0.345	0.128	0.635	1.025	0.139	0.079	SSEO
p_pelagic	16	10	1	0.384	0.373	0.142	0.672	1.020	0.140	0.078	SSEO
p_pelagic	16	10	2	0.362	0.356	0.126	0.647	1.021	0.137	0.044	SSEO
p_pelagic	16	11	1	0.390	0.384	0.145	0.662	1.017	0.137	0.044	SSEO
p_pelagic	16	11	2	0.366	0.358	0.133	0.648	1.020	0.138	0.058	SSEO
p_pelagic	16	12	1	0.392	0.385	0.153	0.669	1.013	0.137	0.051	SSEO
p_pelagic	16	12	2	0.368	0.359	0.139	0.645	1.018	0.134	0.067	SSEO
p_pelagic	16	13	1	0.388	0.379	0.152	0.666	1.017	0.138	0.065	SSEO
p_pelagic	16	13	2	0.366	0.354	0.137	0.642	1.019	0.133	0.090	SSEO
p_pelagic	16	14	1	0.379	0.373	0.150	0.657	1.016	0.131	0.046	SSEO
p_pelagic	16	14	2	0.369	0.359	0.142	0.642	1.012	0.131	0.076	SSEO
p_pelagic	16	15	1	0.379	0.370	0.145	0.657	1.021	0.134	0.067	SSEO
p_pelagic	16	15	2	0.368	0.357	0.143	0.649	1.022	0.133	0.082	SSEO
p_pelagic	16	16	1	0.379	0.368	0.156	0.653	1.010	0.131	0.084	SSEO
p_pelagic	16	16	2	0.373	0.364	0.145	0.645	1.017	0.131	0.069	SSEO
p_pelagic	16	17	2	0.389	0.380	0.151	0.671	1.020	0.134	0.067	SSEO
p_pelagic	16	18	1	0.415	0.410	0.183	0.675	1.014	0.129	0.039	SSEO
p_pelagic	16	18	2	0.388	0.383	0.159	0.662	1.012	0.132	0.038	SSEO
p_pelagic	16	19	2	0.387	0.378	0.164	0.652	1.011	0.129	0.070	SSEO
p_pelagic	16	2	1	0.382	0.375	0.138	0.675	1.023	0.142	0.049	SSEO
p_pelagic	16	2	2	0.360	0.352	0.122	0.651	1.025	0.140	0.057	SSEO
p_pelagic	16	20	1	0.407	0.397	0.184	0.659	1.013	0.125	0.080	SSEO
p_pelagic	16	20	2	0.388	0.382	0.162	0.655	1.014	0.129	0.046	SSEO
p_pelagic	16	21	1	0.396	0.390	0.173	0.658	1.012	0.127	0.047	SSEO
p_pelagic	16	3	1	0.380	0.370	0.140	0.665	1.022	0.140	0.072	SSEO
p_pelagic	16	3	2	0.358	0.352	0.124	0.658	1.023	0.141	0.043	SSEO
p_dsr	16	31	1	0.407	0.406	0.376	0.437	1.430	0.016	0.061	SSEO
p_slope	16	36	1	0.061	0.062	0.042	0.078	1.015	0.009	-0.113	SSEO
p_pelagic	16	4	1	0.383	0.376	0.137	0.677	1.016	0.142	0.049	SSEO
p_pelagic	16	4	2	0.362	0.353	0.126	0.647	1.024	0.138	0.065	SSEO
p_pelagic	16	41	1	0.794	0.794	0.786	0.801	1.097	0.004	0.000	SSEO
p_yellow	16	41	1	0.430	0.430	0.410	0.451	1.036	0.011	0.000	SSEO
p_dsr	16	41	1	0.488	0.481	0.449	0.538	3.157	0.026	0.273	SSEO
p_slope	16	41	1	0.115	0.124	0.072	0.147	4.760	0.024	-0.374	SSEO
p_pelagic	16	5	1	0.378	0.371	0.143	0.660	1.015	0.138	0.051	SSEO
p_pelagic	16	5	2	0.358	0.350	0.124	0.639	1.029	0.139	0.058	SSEO
p_pelagic	16	6	1	0.385	0.380	0.140	0.669	1.020	0.142	0.035	SSEO
p_pelagic	16	6	2	0.358	0.350	0.118	0.653	1.024	0.139	0.057	SSEO
p_pelagic	16	7	1	0.379	0.373	0.140	0.656	1.019	0.138	0.043	SSEO
p_pelagic	16	7	2	0.365	0.357	0.129	0.654	1.020	0.138	0.058	SSEO
p_pelagic	16	8	1	0.382	0.376	0.140	0.667	1.019	0.139	0.043	SSEO
p_pelagic	16	8	2	0.363	0.353	0.129	0.637	1.020	0.136	0.073	SSEO
p_pelagic	16	9	1	0.384	0.379	0.146	0.666	1.026	0.139	0.036	SSEO
p_pelagic	16	9	2	0.361	0.354	0.129	0.637	1.019	0.136	0.052	SSEO
p_pelagic	3	1	2	0.189	0.178	0.063	0.395	1.018	0.085	0.130	PWSI
p_pelagic	3	10	1	0.549	0.553	0.285	0.785	1.011	0.130	-0.031	PWSI
p_pelagic	3	11	1	0.546	0.552	0.286	0.788	1.012	0.132	-0.045	PWSI
p_pelagic	3	11	2	0.189	0.177	0.064	0.389	1.011	0.084	0.143	PWSI
p_pelagic	3	12	2	0.188	0.176	0.064	0.380	1.015	0.084	0.143	PWSI
p_pelagic	3	13	1	0.550	0.554	0.283	0.791	1.012	0.132	-0.030	PWSI
p_pelagic	3	14	1	0.553	0.560	0.298	0.783	1.011	0.128	-0.055	PWSI
p_pelagic	3	14	2	0.196	0.184	0.068	0.402	1.015	0.086	0.139	PWSI
p_pelagic	3	15	1	0.549	0.551	0.290	0.787	1.013	0.130	-0.015	PWSI
p_pelagic	3	16	1	0.548	0.551	0.290	0.780	1.018	0.128	-0.023	PWSI
p_pelagic	3	16	2	0.188	0.175	0.063	0.392	1.011	0.084	0.155	PWSI
p_pelagic	3	17	2	0.188	0.175	0.065	0.384	1.021	0.084	0.154	PWSI
p_pelagic	3	18	1	0.552	0.556	0.289	0.789	1.015	0.128	-0.031	PWSI
p_pelagic	3	19	2	0.191	0.178	0.067	0.381	1.020	0.083	0.156	PWSI
p_pelagic	3	2	1	0.545	0.549	0.284	0.785	1.022	0.131	-0.030	PWSI
p_pelagic	3	3	1	0.553	0.561	0.282	0.796	1.013	0.132	-0.061	PWSI
p_pelagic	3	3	2	0.189	0.178	0.066	0.387	1.014	0.082	0.134	PWSI
p_pelagic	3	4	1	0.550	0.553	0.292	0.796	1.010	0.131	-0.023	PWSI
p_pelagic	3	4	2	0.187	0.172	0.065	0.388	1.019	0.085	0.176	PWSI
p_pelagic	3	5	1	0.548	0.552	0.287	0.778	1.019	0.131	-0.031	PWSI
p_pelagic	3	5	2	0.191	0.177	0.066	0.392	1.013	0.084	0.167	PWSI
p_pelagic	3	6	1	0.542	0.547	0.275	0.778	1.019	0.131	-0.038	PWSI
p_pelagic	3	6	2	0.191	0.180	0.065	0.385	1.011	0.084	0.131	PWSI
p_pelagic	3	7	1	0.550	0.558	0.280	0.787	1.017	0.133	-0.060	PWSI
p_pelagic	3	7	2	0.189	0.176	0.065	0.382	1.018	0.083	0.156	PWSI
p_pelagic	3	8	1	0.548	0.550	0.293	0.779	1.019	0.130	-0.015	PWSI
p_pelagic	3	8	2	0.188	0.176	0.065	0.385	1.014	0.083	0.145	PWSI
p_pelagic	3	9	1	0.546	0.550	0.294	0.784	1.010	0.128	-0.031	PWSI
p_pelagic	3	9	2	0.191	0.178	0.064	0.394	1.020	0.086	0.151	PWSI
p_pelagic	4	1	1	0.558	0.564	0.310	0.792	1.019	0.129	-0.047	PWSO
p_pelagic	4	10	1	0.558	0.559	0.301	0.795	1.016	0.128	-0.008	PWSO
p_pelagic	4	10	2	0.553	0.559	0.288	0.795	1.011	0.131	-0.046	PWSO
p_pelagic	4	11	1	0.562	0.566	0.310	0.796	1.024	0.127	-0.032	PWSO
p_pelagic	4	11	2	0.552	0.557	0.288	0.789	1.011	0.130	-0.038	PWSO
p_pelagic	4	12	1	0.561	0.564	0.303	0.796	1.017	0.130	-0.023	PWSO
p_pelagic	4	12	2	0.554	0.557	0.286	0.799	1.010	0.131	-0.023	PWSO
p_pelagic	4	13	1	0.559	0.564	0.295	0.798	1.013	0.130	-0.038	PWSO
p_pelagic	4	13	2	0.557	0.560	0.292	0.800	1.017	0.133	-0.023	PWSO
p_pelagic	4	14	2	0.552	0.559	0.281	0.794	1.015	0.133	-0.053	PWSO
p_pelagic	4	15	1	0.553	0.560	0.280	0.794	1.014	0.131	-0.053	PWSO
p_pelagic	4	15	2	0.551	0.555	0.295	0.785	1.014	0.128	-0.031	PWSO
p_pelagic	4	17	1	0.555	0.562	0.302	0.790	1.013	0.128	-0.055	PWSO
p_pelagic	4	17	2	0.556	0.562	0.290	0.795	1.012	0.131	-0.046	PWSO
p_pelagic	4	18	1	0.555	0.559	0.304	0.788	1.021	0.127	-0.031	PWSO
p_pelagic	4	18	2	0.557	0.563	0.298	0.785	1.011	0.129	-0.046	PWSO
p_pelagic	4	19	2	0.552	0.556	0.299	0.790	1.012	0.129	-0.031	PWSO
p_pelagic	4	2	1	0.557	0.562	0.299	0.785	1.013	0.128	-0.039	PWSO
p_pelagic	4	2	2	0.553	0.557	0.288	0.800	1.015	0.133	-0.030	PWSO
p_pelagic	4	20	2	0.467	0.463	0.243	0.707	1.016	0.121	0.033	PWSO
p_pelagic	4	3	1	0.562	0.568	0.299	0.804	1.014	0.131	-0.046	PWSO
p_pelagic	4	4	1	0.560	0.563	0.288	0.797	1.016	0.132	-0.023	PWSO
p_pelagic	4	4	2	0.555	0.560	0.289	0.791	1.012	0.132	-0.038	PWSO
p_pelagic	4	5	2	0.552	0.555	0.290	0.788	1.011	0.130	-0.023	PWSO
p_pelagic	4	6	1	0.561	0.566	0.303	0.797	1.012	0.131	-0.038	PWSO
p_pelagic	4	7	1	0.556	0.561	0.286	0.799	1.013	0.133	-0.038	PWSO
p_pelagic	4	7	2	0.554	0.555	0.281	0.799	1.015	0.133	-0.008	PWSO
p_pelagic	4	8	1	0.561	0.566	0.301	0.790	1.023	0.126	-0.040	PWSO
p_pelagic	4	9	2	0.552	0.559	0.283	0.790	1.012	0.131	-0.053	PWSO
p_black	8	40	1	0.483	0.416	0.341	0.963	1.046	0.187	0.358	afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	year	area
beta2_pH	10	1	1.772	0.890	0.275	9.416	1.117	2.296	0.384		northeast
beta0_pH	11	1	0.109	0.100	-0.473	0.674	1.285	0.310	0.029		CSEO
beta0_pH	11	4	0.846	0.881	-0.176	1.658	1.146	0.457	-0.077		CSEO
beta1_pH	11	1	3.281	3.252	2.495	4.299	1.150	0.458	0.063		CSEO
beta1_pH	11	4	1.959	1.930	0.981	3.056	1.119	0.518	0.056		CSEO
beta2_pH	11	1	0.446	0.365	0.196	1.160	1.211	0.277	0.292		CSEO
beta2_pH	11	4	-5.578	-4.095	-16.538	-0.739	1.361	4.339	-0.342		CSEO
beta3_pH	11	1	31.377	31.398	29.309	33.599	1.191	1.103	-0.019		CSEO
beta2_pH	12	4	-5.625	-3.846	-16.621	-1.116	1.469	4.367	-0.407		EWYKT
beta2_pH	13	4	-5.524	-3.905	-16.301	-0.893	1.356	4.287	-0.378		NSEI
beta0_pelagic	13		-0.592	-0.490	-1.447	0.065	1.176	0.446	-0.228		NSEI
beta2_pelagic	13		0.292	0.210	0.105	0.794	1.291	0.411	0.199		NSEI
beta3_pelagic	13		32.673	32.419	26.015	40.820	1.131	3.836	0.066		NSEI
beta1_yellow	13		1.124	0.749	0.018	5.374	1.104	1.272	0.295		NSEI
beta2_pH	14	4	-5.656	-4.173	-16.763	-1.074	1.339	4.236	-0.350		NSEO
beta2_pelagic	14		0.994	0.583	0.193	5.094	1.126	1.337	0.307		NSEO
beta2_yellow	14		-6.214	-4.818	-19.772	-0.319	1.207	5.322	-0.262		NSEO
beta0_pH	15	4	0.507	0.576	-0.474	1.251	1.261	0.433	-0.159		SSEI
beta1_pH	15	4	1.525	1.470	0.667	2.550	1.253	0.475	0.116		SSEI
beta2_pH	15	4	-5.492	-4.069	-16.510	-0.886	1.510	4.268	-0.333		SSEI
beta0_pH	16	4	0.910	0.919	-0.253	2.077	1.202	0.579	-0.016		SSEO
beta2_pH	16	4	-5.878	-4.497	-16.656	-1.368	1.440	4.150	-0.333		SSEO
beta3_pH	16	4	41.424	41.509	40.271	42.528	2.365	0.624	-0.136		SSEO
beta1_pelagic	16		1.742	1.606	0.806	3.177	1.104	0.655	0.208		SSEO
beta2_pelagic	16		0.690	0.323	0.108	3.989	1.124	1.059	0.347		SSEO
mu_beta1_pH	2	3	0.002	0.000	0.000	0.016	1.386	0.005	0.398		NG
mu_beta2_pH	2	1	1.833	1.043	0.201	8.602	1.180	2.238	0.353		NG
tau_beta2_pH	2	3	0.414	0.147	0.043	2.171	1.142	1.422	0.188		NG
mu_beta0_pH	3	4	0.695	0.722	-0.266	1.510	1.184	0.450	-0.060		PWSI
mu_beta1_pH	3	3	0.007	0.000	0.000	0.075	1.329	0.047	0.148		PWSI
tau_beta1_pH	3	3	0.035	0.025	0.011	0.108	1.277	0.040	0.247		PWSI
mu_beta2_pH	3	4	-5.250	-3.727	-16.371	-0.518	1.465	4.201	-0.363		PWSI
beta0_pelagic	3		0.203	0.258	-0.367	0.569	1.103	0.246	-0.224		PWSI
beta1_pelagic	3		0.759	0.702	0.303	1.647	1.151	0.328	0.174		PWSI
beta3_pelagic	4		26.350	26.309	23.892	30.942	1.169	1.593	0.026		PWSO
beta2_pH	5	1	2.629	1.777	0.308	10.605	1.103	2.700	0.316		BSAI
beta2_pH	6	1	1.635	0.573	0.148	9.610	1.146	2.482	0.428		SOKO2SAP
beta1_pH	8	1	2.172	2.024	1.045	4.184	1.263	0.816	0.181		afognak
beta2_pH	8	1	1.648	0.568	0.161	8.652	1.238	2.274	0.475		afognak
beta3_pH	8	1	35.363	35.539	29.519	42.100	1.372	3.845	-0.046		afognak
beta1_pH	9	1	2.111	1.964	1.171	4.027	1.127	0.703	0.209		eastside
beta2_pH	9	1	1.317	0.517	0.159	9.376	1.146	2.214	0.361		eastside

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	699.00	231.00	1,131.00	340.00
Prop. of total	0.75	0.25	0.77	0.23
Prop. median less than 1	0.24	0.21	0.30	0.43
Prop. median less than 10	0.34	0.50	0.48	0.73
Prop. median less than 50	0.45	0.69	0.61	0.79
Median of the median values	116.77	9.48	13.13	1.88
Mean of the median values	890.21	536.38	376.91	248.44
Mean skew of posteriors	0.23	0.28	0.27	0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	11.00	8.00	59.00	44.00
Prop. of total	0.58	0.42	0.57	0.43
Prop. median less than 1	0.91	0.75	0.83	0.70
Prop. median less than 10	0.91	0.88	0.93	0.89
Prop. median less than 50	0.91	1.00	0.95	1.00
Median of the median values	0.00	0.12	0.00	0.29
Mean of the median values	234.90	4.91	32.24	2.39
Mean skew of posteriors	0.16	0.20	0.15	0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
beta0_pelagic	1
beta0_pH	4
beta1_pelagic	1
beta1_pH	5
beta2_pelagic	3
beta2_pH	11
beta2_yellow	1
beta3_pelagic	2
beta3_pH	3
H_ay	1
H_ayu	1
Hd_ayg	2
Ho_ay	1
Ho_ayg	3
Ho_ayu	8
Hs_ay	2
Hs_ayg	2
Hs_ayu	3
Hy_ay	3
Hy_ayg	1
Hy_ayu	4
mu_beta0_pH	1
mu_beta1_pH	2
mu_beta2_pH	2
p_dsr	2
p_slope	4
pH	13
R_ayg	2
R_ayu	2
Rb_ayg	1
Rb_ayu	1
Rd_ay	7
Rd_ayg	8
Rd_ayu	2
re_dsr	2
re_pelagic	8
re_pH	35
re_slope	2
Ro_ay	16
Ro_ayg	13
Ro_ayu	46
Rp_ayg	1
Rp_ayu	1
Rs_ay	8
Rs_ayg	10
Rs_ayu	15
Ry_ay	16
Ry_ayg	4
Ry_ayu	25
tau_beta1_pH	1
tau_beta2_pH	1

Parameter estimates:

Summary Table of Parameter Estimates

Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.016	0.071	-0.147	-0.022	0.129
mu_bc_H[2]	0.072	0.053	-0.026	0.070	0.182
mu_bc_H[3]	-0.277	0.071	-0.412	-0.277	-0.138
mu_bc_H[4]	-0.927	0.184	-1.297	-0.925	-0.571
mu_bc_H[5]	1.373	1.148	0.144	1.108	4.342
mu_bc_H[6]	-2.427	0.333	-3.063	-2.428	-1.765
mu_bc_H[7]	-0.458	0.105	-0.673	-0.456	-0.255
mu_bc_H[8]	0.253	0.345	-0.319	0.219	1.038
mu_bc_H[9]	-0.256	0.123	-0.490	-0.254	-0.004
mu_bc_H[10]	0.061	0.066	-0.067	0.060	0.196
mu_bc_H[11]	-0.124	0.037	-0.198	-0.124	-0.050
mu_bc_H[12]	-0.255	0.108	-0.482	-0.248	-0.060
mu_bc_H[13]	-0.151	0.070	-0.284	-0.152	-0.014
mu_bc_H[14]	-0.306	0.090	-0.494	-0.304	-0.137
mu_bc_H[15]	-0.340	0.046	-0.429	-0.341	-0.249
mu_bc_H[16]	-0.168	0.374	-0.810	-0.194	0.619
mu_bc_R[1]	1.046	0.125	0.797	1.048	1.288
mu_bc_R[2]	1.015	0.077	0.854	1.018	1.164
mu_bc_R[3]	0.238	0.094	0.050	0.241	0.416
mu_bc_R[4]	0.674	0.196	0.272	0.681	1.046
mu_bc_R[5]	1.702	0.376	0.974	1.707	2.428
mu_bc_R[6]	-1.436	0.352	-2.103	-1.446	-0.728
mu_bc_R[7]	0.503	0.170	0.165	0.506	0.840
mu_bc_R[8]	0.658	0.150	0.367	0.657	0.954
mu_bc_R[9]	0.403	0.166	0.060	0.408	0.718
mu_bc_R[10]	0.908	0.100	0.708	0.909	1.098
mu_bc_R[11]	1.107	0.073	0.965	1.106	1.255
mu_bc_R[12]	0.875	0.165	0.551	0.875	1.191
mu_bc_R[13]	1.043	0.090	0.857	1.049	1.209
mu_bc_R[14]	0.870	0.119	0.634	0.869	1.096
mu_bc_R[15]	0.803	0.096	0.615	0.804	0.994
mu_bc_R[16]	1.360	0.112	1.137	1.364	1.571
tau_pH[1]	2.414	0.181	2.072	2.408	2.776
tau_pH[2]	1.635	0.154	1.351	1.629	1.954
tau_pH[3]	1.198	0.113	0.992	1.194	1.432
tau_pH[4]	1.072	0.141	0.825	1.067	1.369
tau_pH[5]	0.445	0.074	0.312	0.440	0.604
beta0_pH[1,1]	0.528	0.209	0.027	0.550	0.883
beta0_pH[2,1]	1.411	0.205	0.876	1.443	1.730
beta0_pH[3,1]	1.333	0.262	0.709	1.378	1.733
beta0_pH[4,1]	1.542	0.256	0.913	1.567	1.972
beta0_pH[5,1]	-0.698	0.330	-1.401	-0.675	-0.127
beta0_pH[6,1]	-0.399	0.330	-1.142	-0.353	0.134
beta0_pH[7,1]	0.758	0.011	0.738	0.758	0.780
beta0_pH[8,1]	-0.484	0.273	-1.118	-0.469	-0.039
beta0_pH[9,1]	-0.238	0.296	-0.854	-0.226	0.334
beta0_pH[10,1]	0.270	0.184	-0.113	0.277	0.615
beta0_pH[11,1]	0.109	0.310	-0.473	0.100	0.674
beta0_pH[12,1]	0.624	0.188	0.232	0.627	0.981
beta0_pH[13,1]	-0.672	0.147	-0.985	-0.661	-0.406
beta0_pH[14,1]	0.040	0.178	-0.325	0.049	0.370
beta0_pH[15,1]	0.070	0.182	-0.335	0.092	0.386
beta0_pH[16,1]	-0.840	0.184	-1.190	-0.840	-0.487
beta0_pH[1,2]	2.562	0.085	2.403	2.560	2.737
beta0_pH[2,2]	3.079	0.022	3.036	3.079	3.124
beta0_pH[3,2]	3.624	0.042	3.541	3.624	3.707
beta0_pH[4,2]	2.935	0.019	2.899	2.936	2.972
beta0_pH[5,2]	4.541	1.473	2.694	4.262	8.303
beta0_pH[6,2]	3.320	0.157	3.022	3.318	3.640
beta0_pH[7,2]	2.033	0.052	1.937	2.032	2.137
beta0_pH[8,2]	2.820	0.065	2.693	2.820	2.951
beta0_pH[9,2]	3.947	0.205	3.557	3.944	4.365
beta0_pH[10,2]	3.992	0.127	3.754	3.992	4.244
beta0_pH[11,2]	1.885	0.009	1.868	1.885	1.903
beta0_pH[12,2]	1.793	0.069	1.666	1.792	1.932
beta0_pH[13,2]	2.497	0.027	2.446	2.498	2.548
beta0_pH[14,2]	1.803	0.023	1.757	1.803	1.849
beta0_pH[15,2]	2.544	0.017	2.512	2.545	2.579
beta0_pH[16,2]	2.765	0.025	2.717	2.765	2.814
beta0_pH[1,3]	1.111	0.409	0.166	1.187	1.682
beta0_pH[2,3]	2.126	0.017	2.094	2.126	2.161
beta0_pH[3,3]	2.691	0.024	2.645	2.691	2.738
beta0_pH[4,3]	2.981	0.034	2.914	2.980	3.050
beta0_pH[5,3]	3.315	2.205	0.888	2.752	9.246
beta0_pH[6,3]	1.355	0.370	0.740	1.330	2.172
beta0_pH[7,3]	0.861	0.049	0.764	0.860	0.960
beta0_pH[8,3]	0.341	0.222	-0.109	0.347	0.754
beta0_pH[9,3]	-2.070	1.039	-4.299	-1.972	-0.306
beta0_pH[10,3]	-0.405	0.840	-2.387	-0.316	0.951
beta0_pH[11,3]	1.560	0.546	0.480	1.567	2.627
beta0_pH[12,3]	0.990	0.791	-0.753	1.039	2.368
beta0_pH[13,3]	1.457	0.521	0.392	1.455	2.439
beta0_pH[14,3]	0.716	0.491	-0.324	0.749	1.609
beta0_pH[15,3]	0.975	0.486	-0.010	0.977	1.979
beta0_pH[16,3]	1.186	0.642	-0.205	1.224	2.388
beta0_pH[11,4]	0.846	0.457	-0.176	0.881	1.658
beta0_pH[12,4]	0.846	0.654	-0.466	0.836	2.127
beta0_pH[13,4]	0.648	0.462	-0.357	0.700	1.430
beta0_pH[14,4]	0.411	0.436	-0.516	0.458	1.112
beta0_pH[15,4]	0.507	0.433	-0.474	0.576	1.251
beta0_pH[16,4]	0.910	0.579	-0.253	0.919	2.077
beta0_pH[11,5]	2.962	0.145	2.688	2.953	3.254
beta0_pH[12,5]	-0.906	0.496	-1.933	-0.892	0.056
beta0_pH[13,5]	4.870	0.405	4.098	4.855	5.696
beta0_pH[14,5]	3.871	0.364	3.216	3.856	4.635
beta0_pH[15,5]	2.286	0.121	2.061	2.281	2.536
beta0_pH[16,5]	0.259	0.064	0.163	0.247	0.408
beta1_pH[1,1]	2.615	0.564	1.774	2.521	3.922
beta1_pH[2,1]	1.577	0.361	1.001	1.529	2.465
beta1_pH[3,1]	1.901	0.487	1.159	1.819	3.235
beta1_pH[4,1]	2.037	0.618	1.182	1.916	3.775
beta1_pH[5,1]	2.203	0.448	1.426	2.177	3.133
beta1_pH[6,1]	1.918	0.586	1.030	1.830	3.341
beta1_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1]	2.172	0.816	1.045	2.024	4.184
beta1_pH[9,1]	2.111	0.703	1.171	1.964	4.027
beta1_pH[10,1]	2.156	0.382	1.483	2.124	3.005
beta1_pH[11,1]	3.281	0.458	2.495	3.252	4.299
beta1_pH[12,1]	2.901	0.279	2.359	2.901	3.460
beta1_pH[13,1]	3.445	0.235	3.024	3.434	3.929
beta1_pH[14,1]	2.797	0.307	2.229	2.787	3.425
beta1_pH[15,1]	2.380	0.272	1.917	2.351	2.973
beta1_pH[16,1]	3.981	0.256	3.483	3.986	4.436
beta1_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,3]	2.025	1.342	0.052	1.824	6.085
beta1_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,3]	3.616	2.445	0.030	3.325	9.914
beta1_pH[9,3]	7.121	2.568	3.091	6.757	13.111
beta1_pH[10,3]	6.256	2.661	2.580	5.746	12.610
beta1_pH[11,3]	1.654	0.636	0.345	1.679	2.838
beta1_pH[12,3]	3.256	0.804	1.876	3.177	5.037
beta1_pH[13,3]	1.476	0.588	0.317	1.482	2.651
beta1_pH[14,3]	2.035	0.563	0.974	2.012	3.199
beta1_pH[15,3]	1.796	0.578	0.592	1.794	2.927
beta1_pH[16,3]	3.723	0.685	2.420	3.709	5.130
beta1_pH[11,4]	1.959	0.518	0.981	1.930	3.056
beta1_pH[12,4]	3.222	0.679	1.918	3.218	4.625
beta1_pH[13,4]	1.386	0.483	0.544	1.336	2.437
beta1_pH[14,4]	1.960	0.498	1.120	1.919	3.008
beta1_pH[15,4]	1.525	0.475	0.667	1.470	2.550
beta1_pH[16,4]	3.537	0.639	2.155	3.566	4.745
beta1_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1]	1.233	0.868	0.283	0.918	3.367
beta2_pH[2,1]	1.605	0.919	0.256	1.467	3.419
beta2_pH[3,1]	1.255	0.845	0.152	1.052	2.919
beta2_pH[4,1]	1.042	0.784	0.169	0.774	2.884
beta2_pH[5,1]	2.629	2.700	0.308	1.777	10.605
beta2_pH[6,1]	1.635	2.482	0.148	0.573	9.610
beta2_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1]	1.648	2.274	0.161	0.568	8.652
beta2_pH[9,1]	1.317	2.214	0.159	0.517	9.376
beta2_pH[10,1]	1.772	2.296	0.275	0.890	9.416
beta2_pH[11,1]	0.446	0.277	0.196	0.365	1.160
beta2_pH[12,1]	1.599	0.814	0.614	1.366	3.661
beta2_pH[13,1]	1.088	0.492	0.571	0.956	2.516
beta2_pH[14,1]	1.135	0.639	0.458	0.941	3.079
beta2_pH[15,1]	1.099	0.665	0.365	0.921	3.044
beta2_pH[16,1]	1.107	0.371	0.651	1.028	2.115
beta2_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,3]	6.670	6.647	0.120	5.165	22.091
beta2_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,3]	1.567	1.552	0.098	1.096	5.994
beta2_pH[9,3]	0.344	0.687	0.092	0.207	1.563
beta2_pH[10,3]	0.499	0.917	0.108	0.278	2.537
beta2_pH[11,3]	-7.271	5.121	-20.215	-6.023	-0.908
beta2_pH[12,3]	-7.784	5.028	-20.389	-6.665	-1.356
beta2_pH[13,3]	-7.343	5.063	-20.318	-6.062	-1.190
beta2_pH[14,3]	-7.332	5.026	-20.243	-5.974	-1.287
beta2_pH[15,3]	-7.396	5.088	-20.388	-6.068	-1.202
beta2_pH[16,3]	-7.245	5.004	-20.435	-5.682	-1.617
beta2_pH[11,4]	-5.578	4.339	-16.538	-4.095	-0.739
beta2_pH[12,4]	-5.625	4.367	-16.621	-3.846	-1.116
beta2_pH[13,4]	-5.524	4.287	-16.301	-3.905	-0.893
beta2_pH[14,4]	-5.656	4.236	-16.763	-4.173	-1.074
beta2_pH[15,4]	-5.492	4.268	-16.510	-4.069	-0.886
beta2_pH[16,4]	-5.878	4.150	-16.656	-4.497	-1.368
beta2_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1]	34.887	1.217	32.727	34.858	37.536
beta3_pH[2,1]	32.443	1.377	29.663	32.446	35.122
beta3_pH[3,1]	32.846	1.891	29.282	32.900	36.576
beta3_pH[4,1]	32.951	2.226	29.484	32.693	39.147
beta3_pH[5,1]	27.709	1.269	26.181	27.538	30.936
beta3_pH[6,1]	33.348	2.998	27.267	33.127	40.600
beta3_pH[7,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1]	35.363	3.845	29.519	35.539	42.100
beta3_pH[9,1]	33.300	3.787	27.626	32.558	42.151
beta3_pH[10,1]	32.563	1.348	30.246	32.476	35.621
beta3_pH[11,1]	31.377	1.103	29.309	31.398	33.599
beta3_pH[12,1]	30.767	0.464	29.820	30.798	31.609
beta3_pH[13,1]	31.288	0.487	30.329	31.274	32.241
beta3_pH[14,1]	32.541	0.751	31.253	32.486	34.132
beta3_pH[15,1]	30.977	0.782	29.400	30.977	32.496
beta3_pH[16,1]	30.138	0.352	29.468	30.116	30.869
beta3_pH[1,2]	34.633	5.462	25.534	34.620	43.541
beta3_pH[2,2]	34.421	5.532	25.357	34.389	43.534
beta3_pH[3,2]	30.320	7.146	18.599	30.389	42.286
beta3_pH[4,2]	30.497	7.090	18.738	30.233	42.317
beta3_pH[5,2]	30.439	7.229	18.640	30.139	42.331
beta3_pH[6,2]	30.427	7.161	18.672	30.247	42.467
beta3_pH[7,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,3]	38.618	3.171	30.846	39.796	43.079
beta3_pH[2,3]	34.496	5.547	25.447	34.464	43.624
beta3_pH[3,3]	30.638	7.320	18.729	30.659	42.459
beta3_pH[4,3]	30.401	7.256	18.584	30.268	42.328
beta3_pH[5,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,3]	41.565	1.646	36.359	41.738	43.816
beta3_pH[9,3]	36.055	1.794	34.528	35.367	41.267
beta3_pH[10,3]	37.788	2.462	34.665	37.156	43.392
beta3_pH[11,3]	40.379	1.235	37.940	40.381	42.558
beta3_pH[12,3]	41.944	0.802	40.239	42.241	42.863
beta3_pH[13,3]	41.107	0.882	39.166	41.163	42.681
beta3_pH[14,3]	40.412	0.738	38.912	40.437	41.753
beta3_pH[15,3]	40.509	0.819	38.484	40.600	41.837
beta3_pH[16,3]	41.820	0.386	41.023	41.887	42.571
beta3_pH[11,4]	40.576	0.925	38.952	40.531	42.528
beta3_pH[12,4]	41.850	0.748	40.302	42.079	42.850
beta3_pH[13,4]	41.595	0.991	39.273	41.775	42.933
beta3_pH[14,4]	40.437	0.709	39.016	40.453	41.771
beta3_pH[15,4]	41.200	0.956	39.254	41.189	42.836
beta3_pH[16,4]	41.424	0.624	40.271	41.509	42.528
beta3_pH[11,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,5]	25.000	0.000	25.000	25.000	25.000
beta4_pH[1,1]	0.264	0.021	0.222	0.264	0.306
beta4_pH[2,1]	0.211	0.005	0.201	0.211	0.221
beta4_pH[3,1]	0.172	0.007	0.159	0.172	0.186
beta4_pH[4,1]	0.293	0.011	0.271	0.293	0.316
beta4_pH[5,1]	0.426	0.306	0.076	0.394	0.964
beta4_pH[6,1]	0.808	0.498	0.351	0.750	1.499
beta4_pH[7,1]	0.853	0.341	0.349	0.799	1.660
beta4_pH[8,1]	0.161	0.070	0.045	0.155	0.314
beta4_pH[9,1]	0.219	0.087	0.066	0.214	0.404
beta4_pH[10,1]	0.001	0.001	0.000	0.001	0.003
beta4_pH[11,1]	0.447	0.011	0.425	0.447	0.470
beta4_pH[12,1]	0.642	0.022	0.600	0.642	0.686
beta4_pH[13,1]	0.630	0.014	0.604	0.630	0.656
beta4_pH[14,1]	0.672	0.030	0.615	0.672	0.734
beta4_pH[15,1]	0.798	0.021	0.757	0.797	0.838
beta4_pH[16,1]	1.222	0.041	1.147	1.221	1.306
beta4_pH[1,2]	0.307	0.096	0.135	0.301	0.513
beta4_pH[2,2]	0.514	0.023	0.469	0.513	0.560
beta4_pH[3,2]	0.446	0.012	0.423	0.445	0.470
beta4_pH[4,2]	0.654	0.038	0.580	0.654	0.730
beta4_pH[5,2]	0.750	0.941	0.107	0.539	2.621
beta4_pH[6,2]	0.901	0.643	0.212	0.753	2.505
beta4_pH[7,2]	0.903	0.618	0.353	0.811	1.920
beta4_pH[8,2]	0.846	0.199	0.493	0.835	1.257
beta4_pH[9,2]	1.146	1.017	0.307	0.881	3.577
beta4_pH[10,2]	0.455	0.052	0.360	0.455	0.562
beta4_pH[11,2]	1.269	0.051	1.171	1.268	1.371
beta4_pH[12,2]	0.579	0.109	0.379	0.574	0.815
beta4_pH[13,2]	0.945	0.044	0.861	0.945	1.036
beta4_pH[14,2]	0.928	0.062	0.808	0.927	1.050
beta4_pH[15,2]	1.011	0.026	0.961	1.010	1.062
beta4_pH[16,2]	1.407	0.078	1.257	1.406	1.557
beta4_pH[1,3]	0.286	0.087	0.133	0.283	0.471
beta4_pH[2,3]	0.051	0.017	0.020	0.050	0.087
beta4_pH[3,3]	0.052	0.009	0.034	0.052	0.070
beta4_pH[4,3]	0.172	0.032	0.111	0.172	0.236
beta4_pH[5,3]	0.733	0.833	0.126	0.557	2.548
beta4_pH[6,3]	0.890	0.781	0.203	0.738	2.495
beta4_pH[7,3]	0.873	0.402	0.336	0.805	1.867
beta4_pH[8,3]	0.427	0.202	0.110	0.400	0.906
beta4_pH[9,3]	0.925	0.957	0.160	0.687	2.871
beta4_pH[10,3]	0.062	0.042	0.004	0.054	0.160
beta4_pH[11,3]	0.364	0.015	0.335	0.363	0.395
beta4_pH[12,3]	0.439	0.041	0.362	0.437	0.521
beta4_pH[13,3]	0.838	0.037	0.768	0.837	0.913
beta4_pH[14,3]	0.823	0.067	0.700	0.819	0.960
beta4_pH[15,3]	0.636	0.016	0.603	0.635	0.667
beta4_pH[16,3]	0.635	0.036	0.570	0.634	0.708
beta4_pH[1,4]	0.638	0.360	0.208	0.566	1.486
beta4_pH[2,4]	0.818	1.048	0.114	0.578	2.859
beta4_pH[3,4]	0.834	0.872	0.106	0.587	3.105
beta4_pH[4,4]	0.747	0.502	0.208	0.636	1.907
beta4_pH[5,4]	0.792	0.911	0.109	0.571	2.990
beta4_pH[6,4]	0.902	0.696	0.207	0.747	2.584
beta4_pH[7,4]	0.893	0.463	0.330	0.810	1.979
beta4_pH[8,4]	0.740	0.646	0.143	0.586	2.231
beta4_pH[9,4]	0.778	0.810	0.123	0.579	2.776
beta4_pH[10,4]	1.449	2.946	0.006	0.393	10.461
beta4_pH[11,4]	0.444	0.017	0.412	0.444	0.479
beta4_pH[12,4]	0.559	0.053	0.458	0.559	0.665
beta4_pH[13,4]	0.925	0.036	0.854	0.925	0.996
beta4_pH[14,4]	0.918	0.074	0.781	0.917	1.063
beta4_pH[15,4]	0.713	0.021	0.674	0.713	0.755
beta4_pH[16,4]	0.687	0.042	0.606	0.687	0.769
beta4_pH[1,5]	0.632	0.350	0.207	0.566	1.431
beta4_pH[2,5]	0.808	0.890	0.105	0.589	2.838
beta4_pH[3,5]	0.844	0.852	0.106	0.591	3.114
beta4_pH[4,5]	0.739	0.481	0.204	0.624	1.960
beta4_pH[5,5]	0.767	0.931	0.116	0.566	2.613
beta4_pH[6,5]	0.919	0.900	0.214	0.752	2.631
beta4_pH[7,5]	0.883	0.393	0.348	0.817	1.814
beta4_pH[8,5]	0.757	0.695	0.151	0.592	2.431
beta4_pH[9,5]	0.759	0.845	0.124	0.561	2.629
beta4_pH[10,5]	1.512	3.033	0.008	0.396	11.209
beta4_pH[11,5]	0.602	0.053	0.501	0.601	0.709
beta4_pH[12,5]	0.585	0.167	0.311	0.567	0.973
beta4_pH[13,5]	0.776	0.061	0.665	0.773	0.905
beta4_pH[14,5]	0.840	0.118	0.635	0.833	1.093
beta4_pH[15,5]	1.144	0.071	1.008	1.145	1.288
beta4_pH[16,5]	18.159	3.963	10.518	18.275	24.653
beta0_pelagic[1]	2.268	0.036	2.201	2.267	2.343
beta0_pelagic[2]	1.538	0.007	1.524	1.538	1.552
beta0_pelagic[3]	0.203	0.246	-0.367	0.258	0.569
beta0_pelagic[4]	0.252	0.231	-0.266	0.259	0.724
beta0_pelagic[5]	1.447	0.158	1.150	1.445	1.762
beta0_pelagic[6]	1.355	0.061	1.243	1.352	1.479
beta0_pelagic[7]	1.483	0.039	1.412	1.481	1.563
beta0_pelagic[8]	1.674	0.044	1.592	1.673	1.768
beta0_pelagic[9]	2.796	0.066	2.668	2.794	2.932
beta0_pelagic[10]	2.603	0.031	2.545	2.603	2.668
beta0_pelagic[11]	-0.107	0.157	-0.455	-0.096	0.143
beta0_pelagic[12]	1.801	0.036	1.737	1.799	1.874
beta0_pelagic[13]	-0.592	0.446	-1.447	-0.490	0.065
beta0_pelagic[14]	-0.286	0.170	-0.678	-0.275	0.016
beta0_pelagic[15]	-0.215	0.037	-0.309	-0.199	-0.181
beta0_pelagic[16]	-0.550	0.419	-1.435	-0.464	0.036
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.759	0.328	0.303	0.702	1.647
beta1_pelagic[4]	0.796	0.259	0.286	0.790	1.352
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.116	0.229	0.744	1.098	1.585
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	2.280	0.671	1.107	2.293	3.417
beta1_pelagic[14]	1.813	0.480	1.121	1.711	3.119
beta1_pelagic[15]	0.121	0.187	0.001	0.025	0.661
beta1_pelagic[16]	1.742	0.655	0.806	1.606	3.177
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.429	5.981	0.125	4.761	20.956
beta2_pelagic[4]	7.776	6.052	0.409	6.607	22.088
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	1.939	1.541	0.345	1.469	6.068
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	0.292	0.411	0.105	0.210	0.794
beta2_pelagic[14]	0.994	1.337	0.193	0.583	5.094
beta2_pelagic[15]	2.715	1.988	0.187	2.286	7.684
beta2_pelagic[16]	0.690	1.059	0.108	0.323	3.989
beta3_pelagic[1]	30.004	4.078	23.314	29.922	36.675
beta3_pelagic[2]	29.976	4.008	23.376	29.911	36.576
beta3_pelagic[3]	28.018	2.740	23.491	28.372	32.859
beta3_pelagic[4]	26.350	1.593	23.892	26.309	30.942
beta3_pelagic[5]	29.645	6.667	18.628	29.653	40.407
beta3_pelagic[6]	29.608	6.627	18.529	29.755	40.484
beta3_pelagic[7]	29.217	6.614	18.555	29.059	40.441
beta3_pelagic[8]	29.580	6.613	18.566	29.735	40.448
beta3_pelagic[9]	29.533	6.641	18.545	29.673	40.382
beta3_pelagic[10]	29.660	6.587	18.658	29.633	40.460
beta3_pelagic[11]	30.338	1.140	28.322	30.242	32.971
beta3_pelagic[12]	32.327	5.447	23.538	32.227	41.543
beta3_pelagic[13]	32.673	3.836	26.015	32.419	40.820
beta3_pelagic[14]	34.291	1.841	31.478	34.130	38.726
beta3_pelagic[15]	34.676	5.693	23.706	35.764	41.744
beta3_pelagic[16]	31.207	3.000	25.637	31.017	38.132
beta0_yellow[1]	-0.483	0.078	-0.638	-0.481	-0.331
beta0_yellow[2]	0.544	0.075	0.386	0.549	0.676
beta0_yellow[3]	-0.215	0.129	-0.480	-0.215	0.013
beta0_yellow[4]	0.887	0.301	-0.030	0.971	1.197
beta0_yellow[5]	0.257	0.338	-0.452	0.290	0.848
beta0_yellow[6]	0.817	0.106	0.610	0.816	1.025
beta0_yellow[7]	0.998	0.094	0.814	0.998	1.187
beta0_yellow[8]	1.021	0.093	0.838	1.022	1.203
beta0_yellow[9]	0.464	0.099	0.272	0.462	0.659
beta0_yellow[10]	0.542	0.071	0.400	0.541	0.681
beta0_yellow[11]	-0.185	0.125	-0.470	-0.171	0.024
beta0_yellow[12]	-1.085	0.096	-1.276	-1.082	-0.905
beta0_yellow[13]	-1.351	0.177	-1.744	-1.334	-1.058
beta0_yellow[14]	-0.246	0.163	-0.584	-0.228	-0.003
beta0_yellow[15]	-1.241	0.120	-1.506	-1.229	-1.036
beta0_yellow[16]	-0.251	0.092	-0.433	-0.251	-0.068
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	1.016	0.235	0.612	1.008	1.477
beta1_yellow[3]	0.471	0.246	0.019	0.479	0.924
beta1_yellow[4]	1.299	0.601	0.609	1.163	3.370
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	0.231	0.337	0.001	0.050	1.135
beta1_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[13]	1.124	1.272	0.018	0.749	5.374
beta1_yellow[14]	0.683	1.054	0.013	0.376	4.295
beta1_yellow[15]	0.145	0.201	0.011	0.067	0.632
beta1_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-7.838	6.052	-22.488	-6.430	-0.534
beta2_yellow[3]	-7.552	5.802	-21.511	-6.183	-0.388
beta2_yellow[4]	-5.960	5.926	-20.698	-4.139	-0.108
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	-8.360	6.570	-25.893	-6.873	-0.359
beta2_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[13]	-6.550	5.985	-21.860	-4.721	-0.308
beta2_yellow[14]	-6.214	5.322	-19.772	-4.818	-0.319
beta2_yellow[15]	-6.349	4.656	-17.318	-5.443	-0.320
beta2_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	28.794	1.164	27.233	28.643	31.761
beta3_yellow[3]	32.760	3.277	23.919	32.692	39.664
beta3_yellow[4]	30.173	3.327	25.067	28.774	35.938
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	34.919	3.699	29.517	34.161	42.474
beta3_yellow[12]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[13]	33.755	2.918	29.210	33.732	41.115
beta3_yellow[14]	34.050	3.590	29.189	33.628	42.844
beta3_yellow[15]	36.963	4.010	30.301	36.958	43.665
beta3_yellow[16]	25.000	0.000	25.000	25.000	25.000
beta0_black[1]	0.011	0.077	-0.137	0.011	0.159
beta0_black[2]	1.856	0.032	1.793	1.856	1.917
beta0_black[3]	1.238	0.037	1.166	1.238	1.310
beta0_black[4]	2.425	0.047	2.330	2.424	2.518
beta0_black[5]	5.192	2.466	1.774	4.626	11.212
beta0_black[6]	5.225	2.210	2.604	4.644	10.813
beta0_black[7]	4.135	2.214	1.605	3.518	10.295
beta0_black[8]	0.890	0.222	0.478	0.875	1.346
beta0_black[9]	2.816	0.280	2.280	2.808	3.382
beta0_black[10]	1.288	0.050	1.190	1.289	1.388
beta0_black[11]	2.977	0.052	2.875	2.977	3.078
beta0_black[12]	4.914	0.193	4.531	4.914	5.284
beta0_black[13]	0.451	0.333	0.017	0.386	1.226
beta0_black[14]	2.853	0.107	2.640	2.855	3.058
beta0_black[15]	0.722	0.051	0.619	0.723	0.822
beta0_black[16]	3.771	0.073	3.628	3.770	3.918
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-2.488	1.749	-6.781	-2.089	-0.278
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	37.324	3.252	27.496	38.068	40.950
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.326	0.092	-0.504	-0.326	-0.149
beta4_black[2]	0.256	0.052	0.153	0.256	0.358
beta4_black[3]	-0.718	0.064	-0.849	-0.717	-0.596
beta4_black[4]	0.628	0.128	0.384	0.625	0.879
beta4_black[5]	0.795	1.642	-1.206	0.500	4.347
beta4_black[6]	0.838	1.466	-0.874	0.533	4.403
beta4_black[7]	0.767	1.458	-0.960	0.489	3.951
beta4_black[8]	0.081	0.293	-0.550	0.098	0.635
beta4_black[9]	1.026	0.804	-0.100	0.857	3.050
beta4_black[10]	0.074	0.067	-0.060	0.074	0.203
beta4_black[11]	-0.610	0.064	-0.735	-0.610	-0.485
beta4_black[12]	1.227	0.290	0.692	1.215	1.829
beta4_black[13]	-1.002	0.076	-1.154	-1.002	-0.855
beta4_black[14]	0.224	0.179	-0.106	0.218	0.586
beta4_black[15]	0.002	0.047	-0.089	0.002	0.093
beta4_black[16]	-0.414	0.118	-0.645	-0.415	-0.180
beta0_dsr[11]	-0.329	0.009	-0.347	-0.329	-0.311
beta0_dsr[12]	1.409	0.045	1.323	1.408	1.494
beta0_dsr[13]	0.154	0.021	0.114	0.154	0.194
beta0_dsr[14]	-0.127	0.017	-0.160	-0.127	-0.094
beta0_dsr[15]	0.205	0.014	0.179	0.205	0.232
beta0_dsr[16]	0.161	0.016	0.130	0.161	0.191
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	0.544	0.035	0.476	0.544	0.612
beta4_dsr[12]	0.802	0.230	0.368	0.800	1.260
beta4_dsr[13]	-0.077	0.039	-0.154	-0.076	-0.003
beta4_dsr[14]	-0.208	0.072	-0.350	-0.207	-0.069
beta4_dsr[15]	0.217	0.022	0.175	0.217	0.259
beta4_dsr[16]	-0.051	0.046	-0.141	-0.050	0.042
beta0_slope[11]	-2.208	0.021	-2.249	-2.208	-2.168
beta0_slope[12]	-4.991	0.192	-5.377	-4.987	-4.625
beta0_slope[13]	-1.501	0.034	-1.568	-1.501	-1.432
beta0_slope[14]	-2.711	0.052	-2.817	-2.710	-2.612
beta0_slope[15]	-1.591	0.022	-1.635	-1.592	-1.548
beta0_slope[16]	-2.659	0.040	-2.736	-2.659	-2.578
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.335	0.075	-0.486	-0.334	-0.187
beta4_slope[12]	-4.684	0.774	-6.281	-4.641	-3.334
beta4_slope[13]	0.327	0.054	0.220	0.329	0.430
beta4_slope[14]	-0.159	0.148	-0.443	-0.160	0.133
beta4_slope[15]	-0.361	0.034	-0.427	-0.361	-0.296
beta4_slope[16]	-0.133	0.103	-0.334	-0.128	0.066
beta5_slope[11]	3.068	0.107	2.865	3.068	3.281
beta5_slope[12]	2.001	0.380	1.297	1.983	2.796
beta5_slope[13]	0.880	0.078	0.726	0.880	1.030
beta5_slope[14]	3.760	0.355	3.102	3.751	4.477
beta5_slope[15]	1.308	0.072	1.173	1.308	1.458
beta5_slope[16]	2.722	0.228	2.307	2.710	3.225
tau_comp[1]	3.781	0.298	3.228	3.772	4.394
tau_comp[2]	2.855	0.258	2.366	2.843	3.401
tau_comp[3]	0.872	0.074	0.733	0.870	1.024
tau_comp[4]	1.780	0.279	1.298	1.755	2.387
tau_comp[5]	1.275	0.184	0.948	1.263	1.671
sigma_H[1]	0.203	0.049	0.115	0.201	0.308
sigma_H[2]	0.174	0.028	0.126	0.172	0.236
sigma_H[3]	0.190	0.041	0.118	0.188	0.276
sigma_H[4]	0.460	0.080	0.329	0.450	0.637
sigma_H[5]	0.964	0.206	0.589	0.952	1.401
sigma_H[6]	0.533	0.192	0.182	0.521	0.915
sigma_H[7]	0.310	0.064	0.212	0.300	0.458
sigma_H[8]	0.428	0.089	0.297	0.417	0.638
sigma_H[9]	0.512	0.115	0.327	0.498	0.775
sigma_H[10]	0.210	0.038	0.144	0.207	0.293
sigma_H[11]	0.266	0.044	0.193	0.261	0.364
sigma_H[12]	0.381	0.147	0.198	0.334	0.720
sigma_H[13]	0.219	0.036	0.155	0.215	0.298
sigma_H[14]	0.497	0.089	0.338	0.493	0.685
sigma_H[15]	0.229	0.037	0.168	0.226	0.312
sigma_H[16]	0.213	0.042	0.145	0.209	0.304
lambda_H[1]	2.094	3.146	0.073	1.012	11.263
lambda_H[2]	5.177	5.128	0.481	3.644	18.879
lambda_H[3]	5.529	7.883	0.288	2.954	27.887
lambda_H[4]	0.006	0.004	0.001	0.005	0.017
lambda_H[5]	3.255	8.677	0.026	0.728	26.552
lambda_H[6]	7.128	15.266	0.009	0.368	51.579
lambda_H[7]	0.012	0.008	0.002	0.010	0.034
lambda_H[8]	8.015	10.527	0.079	4.267	36.796
lambda_H[9]	0.015	0.010	0.003	0.013	0.041
lambda_H[10]	0.219	0.240	0.027	0.151	0.793
lambda_H[11]	0.231	0.321	0.010	0.108	1.097
lambda_H[12]	3.657	5.051	0.175	2.097	15.368
lambda_H[13]	3.148	2.820	0.261	2.348	10.716
lambda_H[14]	3.425	4.397	0.246	2.209	14.034
lambda_H[15]	0.019	0.023	0.003	0.014	0.062
lambda_H[16]	0.532	0.887	0.033	0.271	2.699
mu_lambda_H[1]	4.047	1.856	1.047	3.855	8.177
mu_lambda_H[2]	3.758	1.984	0.536	3.602	7.889
mu_lambda_H[3]	3.346	1.850	0.658	3.057	7.495
sigma_lambda_H[1]	8.075	4.326	1.636	7.302	18.018
sigma_lambda_H[2]	8.266	4.738	0.872	7.682	18.363
sigma_lambda_H[3]	6.119	4.075	0.819	5.204	16.090
beta_H[1,1]	6.483	1.365	3.270	6.717	8.510
beta_H[2,1]	9.740	0.609	8.422	9.785	10.823
beta_H[3,1]	7.838	0.776	6.000	7.920	9.114
beta_H[4,1]	10.680	7.953	-6.247	10.636	26.296
beta_H[5,1]	-0.237	2.615	-5.898	-0.035	4.231
beta_H[6,1]	3.274	4.182	-7.203	4.820	8.231
beta_H[7,1]	1.107	5.686	-10.922	1.496	11.798
beta_H[8,1]	1.280	3.553	-2.938	1.240	3.501
beta_H[9,1]	13.682	5.657	2.811	13.495	25.416
beta_H[10,1]	6.833	1.833	3.112	6.902	10.192
beta_H[11,1]	4.990	3.500	-2.822	5.608	9.972
beta_H[12,1]	2.643	1.140	0.590	2.555	5.141
beta_H[13,1]	9.100	0.920	7.244	9.156	10.628
beta_H[14,1]	2.156	0.944	0.390	2.145	4.091
beta_H[15,1]	-7.057	3.382	-13.090	-7.155	0.091
beta_H[16,1]	3.863	2.937	-0.937	3.436	10.701
beta_H[1,2]	7.777	0.276	7.223	7.776	8.299
beta_H[2,2]	9.882	0.166	9.550	9.883	10.203
beta_H[3,2]	8.801	0.204	8.382	8.804	9.184
beta_H[4,2]	3.005	1.491	0.188	2.930	6.078
beta_H[5,2]	1.761	1.032	-0.261	1.764	3.794
beta_H[6,2]	6.057	1.117	3.509	6.251	7.786
beta_H[7,2]	2.427	1.057	0.530	2.342	4.755
beta_H[8,2]	3.029	1.064	1.232	3.167	4.284
beta_H[9,2]	3.166	1.080	1.023	3.159	5.351
beta_H[10,2]	8.024	0.373	7.252	8.026	8.754
beta_H[11,2]	9.819	0.638	8.876	9.710	11.203
beta_H[12,2]	3.948	0.376	3.239	3.934	4.710
beta_H[13,2]	9.149	0.252	8.689	9.137	9.677
beta_H[14,2]	4.018	0.336	3.366	4.014	4.696
beta_H[15,2]	11.568	0.617	10.277	11.599	12.671
beta_H[16,2]	4.488	0.822	2.997	4.454	6.206
beta_H[1,3]	8.449	0.261	7.956	8.447	8.957
beta_H[2,3]	9.872	0.147	9.587	9.870	10.158
beta_H[3,3]	9.469	0.164	9.153	9.466	9.798
beta_H[4,3]	-2.144	0.872	-3.907	-2.118	-0.477
beta_H[5,3]	3.872	0.605	2.660	3.875	5.040
beta_H[6,3]	8.405	1.188	6.741	8.087	10.964
beta_H[7,3]	-2.566	0.634	-3.807	-2.560	-1.334
beta_H[8,3]	5.315	0.518	4.712	5.233	6.461
beta_H[9,3]	-2.641	0.696	-4.038	-2.628	-1.312
beta_H[10,3]	8.559	0.279	8.023	8.557	9.110
beta_H[11,3]	8.499	0.287	7.899	8.516	8.994
beta_H[12,3]	5.268	0.317	4.551	5.301	5.806
beta_H[13,3]	8.841	0.177	8.477	8.844	9.175
beta_H[14,3]	5.786	0.260	5.211	5.805	6.254
beta_H[15,3]	10.276	0.294	9.698	10.275	10.868
beta_H[16,3]	5.967	0.610	4.728	5.986	7.071
beta_H[1,4]	8.096	0.187	7.701	8.107	8.431
beta_H[2,4]	9.857	0.129	9.602	9.858	10.105
beta_H[3,4]	9.966	0.155	9.630	9.975	10.242
beta_H[4,4]	11.808	0.476	10.872	11.804	12.730
beta_H[5,4]	5.562	0.745	4.344	5.477	7.243
beta_H[6,4]	7.237	0.936	5.308	7.485	8.581
beta_H[7,4]	8.555	0.357	7.853	8.555	9.243
beta_H[8,4]	6.715	0.258	6.160	6.732	7.130
beta_H[9,4]	7.413	0.447	6.561	7.402	8.326
beta_H[10,4]	7.519	0.222	7.083	7.520	7.971
beta_H[11,4]	9.513	0.186	9.149	9.510	9.878
beta_H[12,4]	7.259	0.200	6.880	7.255	7.656
beta_H[13,4]	9.054	0.141	8.771	9.056	9.322
beta_H[14,4]	7.836	0.211	7.426	7.825	8.268
beta_H[15,4]	9.487	0.217	9.062	9.483	9.941
beta_H[16,4]	9.419	0.241	8.965	9.409	9.902
beta_H[1,5]	8.895	0.154	8.576	8.897	9.195
beta_H[2,5]	10.675	0.100	10.490	10.672	10.881
beta_H[3,5]	10.763	0.161	10.477	10.759	11.083
beta_H[4,5]	8.340	0.497	7.365	8.325	9.366
beta_H[5,5]	5.171	0.587	3.800	5.240	6.145
beta_H[6,5]	8.984	0.626	8.022	8.874	10.372
beta_H[7,5]	6.578	0.353	5.895	6.574	7.296
beta_H[8,5]	8.246	0.217	7.903	8.228	8.715
beta_H[9,5]	8.206	0.459	7.272	8.223	9.110
beta_H[10,5]	10.036	0.225	9.601	10.035	10.495
beta_H[11,5]	11.585	0.217	11.153	11.589	11.997
beta_H[12,5]	8.608	0.189	8.241	8.610	8.975
beta_H[13,5]	10.133	0.128	9.895	10.128	10.400
beta_H[14,5]	9.243	0.212	8.849	9.237	9.683
beta_H[15,5]	11.307	0.230	10.864	11.309	11.760
beta_H[16,5]	9.841	0.187	9.452	9.844	10.195
beta_H[1,6]	10.126	0.243	9.740	10.092	10.719
beta_H[2,6]	11.472	0.113	11.247	11.470	11.695
beta_H[3,6]	10.621	0.158	10.294	10.630	10.905
beta_H[4,6]	12.935	0.882	11.107	12.963	14.577
beta_H[5,6]	5.669	0.616	4.578	5.633	6.943
beta_H[6,6]	8.787	0.580	7.476	8.823	9.862
beta_H[7,6]	10.571	0.603	9.381	10.586	11.721
beta_H[8,6]	9.521	0.273	8.989	9.542	9.963
beta_H[9,6]	8.264	0.767	6.789	8.250	9.823
beta_H[10,6]	9.151	0.341	8.415	9.168	9.747
beta_H[11,6]	10.696	0.356	9.951	10.722	11.325
beta_H[12,6]	9.376	0.238	8.918	9.367	9.876
beta_H[13,6]	11.085	0.149	10.800	11.081	11.388
beta_H[14,6]	9.917	0.279	9.358	9.924	10.445
beta_H[15,6]	10.558	0.416	9.736	10.565	11.358
beta_H[16,6]	10.602	0.253	10.079	10.607	11.098
beta_H[1,7]	10.096	1.329	6.702	10.419	11.895
beta_H[2,7]	12.121	0.509	11.018	12.140	13.048
beta_H[3,7]	10.289	0.655	8.810	10.357	11.409
beta_H[4,7]	1.295	4.524	-7.431	1.178	10.480
beta_H[5,7]	5.886	2.009	1.978	5.924	9.922
beta_H[6,7]	7.216	3.228	-0.814	8.389	11.079
beta_H[7,7]	7.581	3.034	1.847	7.539	13.665
beta_H[8,7]	10.893	0.971	9.235	10.878	12.666
beta_H[9,7]	5.055	3.959	-3.067	5.076	12.698
beta_H[10,7]	9.987	1.603	7.111	9.872	13.407
beta_H[11,7]	11.360	1.774	8.251	11.174	15.146
beta_H[12,7]	9.799	0.952	7.718	9.886	11.443
beta_H[13,7]	11.733	0.692	10.166	11.790	12.952
beta_H[14,7]	10.664	0.918	8.725	10.696	12.376
beta_H[15,7]	13.911	2.174	9.690	13.883	18.135
beta_H[16,7]	12.808	1.362	10.448	12.686	15.712
beta0_H[1]	9.087	19.022	-27.917	8.774	50.036
beta0_H[2]	10.509	8.216	-6.478	10.499	26.155
beta0_H[3]	9.460	10.238	-12.461	9.759	29.628
beta0_H[4]	7.113	183.658	-361.581	10.048	361.511
beta0_H[5]	3.452	28.239	-54.947	4.009	55.089
beta0_H[6]	8.118	53.375	-116.832	8.110	128.005
beta0_H[7]	4.380	137.776	-271.902	2.640	284.577
beta0_H[8]	5.486	27.608	-20.288	6.414	30.969
beta0_H[9]	2.123	118.210	-240.251	1.266	233.075
beta0_H[10]	8.359	37.113	-69.789	8.752	83.206
beta0_H[11]	10.070	56.126	-104.475	9.904	132.291
beta0_H[12]	6.792	14.038	-16.572	6.651	32.289
beta0_H[13]	9.945	10.941	-11.153	9.885	31.491
beta0_H[14]	7.309	11.129	-14.718	7.363	30.083
beta0_H[15]	4.529	116.324	-240.372	6.837	236.442
beta0_H[16]	8.462	31.497	-50.482	7.859	75.617